{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 作业一"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 数据提取"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>longitude</th>\n",
       "      <th>latitude</th>\n",
       "      <th>housing_median_age</th>\n",
       "      <th>total_rooms</th>\n",
       "      <th>total_bedrooms</th>\n",
       "      <th>population</th>\n",
       "      <th>households</th>\n",
       "      <th>median_income</th>\n",
       "      <th>median_house_value</th>\n",
       "      <th>ocean_proximity</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>-122.23</td>\n",
       "      <td>37.88</td>\n",
       "      <td>41.0</td>\n",
       "      <td>880.0</td>\n",
       "      <td>129.0</td>\n",
       "      <td>322.0</td>\n",
       "      <td>126.0</td>\n",
       "      <td>8.3252</td>\n",
       "      <td>452600.0</td>\n",
       "      <td>NEAR BAY</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>-122.22</td>\n",
       "      <td>37.86</td>\n",
       "      <td>21.0</td>\n",
       "      <td>7099.0</td>\n",
       "      <td>1106.0</td>\n",
       "      <td>2401.0</td>\n",
       "      <td>1138.0</td>\n",
       "      <td>8.3014</td>\n",
       "      <td>358500.0</td>\n",
       "      <td>NEAR BAY</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>-122.24</td>\n",
       "      <td>37.85</td>\n",
       "      <td>52.0</td>\n",
       "      <td>1467.0</td>\n",
       "      <td>190.0</td>\n",
       "      <td>496.0</td>\n",
       "      <td>177.0</td>\n",
       "      <td>7.2574</td>\n",
       "      <td>352100.0</td>\n",
       "      <td>NEAR BAY</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>-122.25</td>\n",
       "      <td>37.85</td>\n",
       "      <td>52.0</td>\n",
       "      <td>1274.0</td>\n",
       "      <td>235.0</td>\n",
       "      <td>558.0</td>\n",
       "      <td>219.0</td>\n",
       "      <td>5.6431</td>\n",
       "      <td>341300.0</td>\n",
       "      <td>NEAR BAY</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>-122.25</td>\n",
       "      <td>37.85</td>\n",
       "      <td>52.0</td>\n",
       "      <td>1627.0</td>\n",
       "      <td>280.0</td>\n",
       "      <td>565.0</td>\n",
       "      <td>259.0</td>\n",
       "      <td>3.8462</td>\n",
       "      <td>342200.0</td>\n",
       "      <td>NEAR BAY</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   longitude  latitude  housing_median_age  total_rooms  total_bedrooms  \\\n",
       "0    -122.23     37.88                41.0        880.0           129.0   \n",
       "1    -122.22     37.86                21.0       7099.0          1106.0   \n",
       "2    -122.24     37.85                52.0       1467.0           190.0   \n",
       "3    -122.25     37.85                52.0       1274.0           235.0   \n",
       "4    -122.25     37.85                52.0       1627.0           280.0   \n",
       "\n",
       "   population  households  median_income  median_house_value ocean_proximity  \n",
       "0       322.0       126.0         8.3252            452600.0        NEAR BAY  \n",
       "1      2401.0      1138.0         8.3014            358500.0        NEAR BAY  \n",
       "2       496.0       177.0         7.2574            352100.0        NEAR BAY  \n",
       "3       558.0       219.0         5.6431            341300.0        NEAR BAY  \n",
       "4       565.0       259.0         3.8462            342200.0        NEAR BAY  "
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import os\n",
    "import pandas as pd\n",
    "d = os.path.dirname('.')\n",
    "py_dir = os.path.abspath(d)\n",
    "os.chdir(py_dir)\n",
    "df = pd.read_csv('{}/housing.csv'.format(py_dir))\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(20640, 10)"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 20640 entries, 0 to 20639\n",
      "Data columns (total 10 columns):\n",
      " #   Column              Non-Null Count  Dtype  \n",
      "---  ------              --------------  -----  \n",
      " 0   longitude           20640 non-null  float64\n",
      " 1   latitude            20640 non-null  float64\n",
      " 2   housing_median_age  20640 non-null  float64\n",
      " 3   total_rooms         20640 non-null  float64\n",
      " 4   total_bedrooms      20433 non-null  float64\n",
      " 5   population          20640 non-null  float64\n",
      " 6   households          20640 non-null  float64\n",
      " 7   median_income       20640 non-null  float64\n",
      " 8   median_house_value  20640 non-null  float64\n",
      " 9   ocean_proximity     20640 non-null  object \n",
      "dtypes: float64(9), object(1)\n",
      "memory usage: 1.6+ MB\n"
     ]
    }
   ],
   "source": [
    "df.info()  # 其中total_bedrooms有缺失值"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>longitude</th>\n",
       "      <th>latitude</th>\n",
       "      <th>housing_median_age</th>\n",
       "      <th>total_rooms</th>\n",
       "      <th>total_bedrooms</th>\n",
       "      <th>population</th>\n",
       "      <th>households</th>\n",
       "      <th>median_income</th>\n",
       "      <th>median_house_value</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>20640.000000</td>\n",
       "      <td>20640.000000</td>\n",
       "      <td>20640.000000</td>\n",
       "      <td>20640.000000</td>\n",
       "      <td>20433.000000</td>\n",
       "      <td>20640.000000</td>\n",
       "      <td>20640.000000</td>\n",
       "      <td>20640.000000</td>\n",
       "      <td>20640.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>-119.569704</td>\n",
       "      <td>35.631861</td>\n",
       "      <td>28.639486</td>\n",
       "      <td>2635.763081</td>\n",
       "      <td>537.870553</td>\n",
       "      <td>1425.476744</td>\n",
       "      <td>499.539680</td>\n",
       "      <td>3.870671</td>\n",
       "      <td>206855.816909</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>2.003532</td>\n",
       "      <td>2.135952</td>\n",
       "      <td>12.585558</td>\n",
       "      <td>2181.615252</td>\n",
       "      <td>421.385070</td>\n",
       "      <td>1132.462122</td>\n",
       "      <td>382.329753</td>\n",
       "      <td>1.899822</td>\n",
       "      <td>115395.615874</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>-124.350000</td>\n",
       "      <td>32.540000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.499900</td>\n",
       "      <td>14999.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>-121.800000</td>\n",
       "      <td>33.930000</td>\n",
       "      <td>18.000000</td>\n",
       "      <td>1447.750000</td>\n",
       "      <td>296.000000</td>\n",
       "      <td>787.000000</td>\n",
       "      <td>280.000000</td>\n",
       "      <td>2.563400</td>\n",
       "      <td>119600.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>-118.490000</td>\n",
       "      <td>34.260000</td>\n",
       "      <td>29.000000</td>\n",
       "      <td>2127.000000</td>\n",
       "      <td>435.000000</td>\n",
       "      <td>1166.000000</td>\n",
       "      <td>409.000000</td>\n",
       "      <td>3.534800</td>\n",
       "      <td>179700.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>-118.010000</td>\n",
       "      <td>37.710000</td>\n",
       "      <td>37.000000</td>\n",
       "      <td>3148.000000</td>\n",
       "      <td>647.000000</td>\n",
       "      <td>1725.000000</td>\n",
       "      <td>605.000000</td>\n",
       "      <td>4.743250</td>\n",
       "      <td>264725.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>-114.310000</td>\n",
       "      <td>41.950000</td>\n",
       "      <td>52.000000</td>\n",
       "      <td>39320.000000</td>\n",
       "      <td>6445.000000</td>\n",
       "      <td>35682.000000</td>\n",
       "      <td>6082.000000</td>\n",
       "      <td>15.000100</td>\n",
       "      <td>500001.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          longitude      latitude  housing_median_age   total_rooms  \\\n",
       "count  20640.000000  20640.000000        20640.000000  20640.000000   \n",
       "mean    -119.569704     35.631861           28.639486   2635.763081   \n",
       "std        2.003532      2.135952           12.585558   2181.615252   \n",
       "min     -124.350000     32.540000            1.000000      2.000000   \n",
       "25%     -121.800000     33.930000           18.000000   1447.750000   \n",
       "50%     -118.490000     34.260000           29.000000   2127.000000   \n",
       "75%     -118.010000     37.710000           37.000000   3148.000000   \n",
       "max     -114.310000     41.950000           52.000000  39320.000000   \n",
       "\n",
       "       total_bedrooms    population    households  median_income  \\\n",
       "count    20433.000000  20640.000000  20640.000000   20640.000000   \n",
       "mean       537.870553   1425.476744    499.539680       3.870671   \n",
       "std        421.385070   1132.462122    382.329753       1.899822   \n",
       "min          1.000000      3.000000      1.000000       0.499900   \n",
       "25%        296.000000    787.000000    280.000000       2.563400   \n",
       "50%        435.000000   1166.000000    409.000000       3.534800   \n",
       "75%        647.000000   1725.000000    605.000000       4.743250   \n",
       "max       6445.000000  35682.000000   6082.000000      15.000100   \n",
       "\n",
       "       median_house_value  \n",
       "count        20640.000000  \n",
       "mean        206855.816909  \n",
       "std         115395.615874  \n",
       "min          14999.000000  \n",
       "25%         119600.000000  \n",
       "50%         179700.000000  \n",
       "75%         264725.000000  \n",
       "max         500001.000000  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.describe()  # 能看出部分特征有极端值"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x1080 with 9 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "df.hist(bins = 50, figsize = (20, 15))\n",
    "plt.show()\n",
    "# 由下图可以看出大多数特征出现重尾现象 应进行特征转换"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>longitude</th>\n",
       "      <th>latitude</th>\n",
       "      <th>housing_median_age</th>\n",
       "      <th>total_rooms</th>\n",
       "      <th>total_bedrooms</th>\n",
       "      <th>population</th>\n",
       "      <th>households</th>\n",
       "      <th>median_income</th>\n",
       "      <th>median_house_value</th>\n",
       "      <th>ocean_proximity</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>14196</th>\n",
       "      <td>-117.03</td>\n",
       "      <td>32.71</td>\n",
       "      <td>33.0</td>\n",
       "      <td>3126.0</td>\n",
       "      <td>627.0</td>\n",
       "      <td>2300.0</td>\n",
       "      <td>623.0</td>\n",
       "      <td>3.2596</td>\n",
       "      <td>103000.0</td>\n",
       "      <td>NEAR OCEAN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8267</th>\n",
       "      <td>-118.16</td>\n",
       "      <td>33.77</td>\n",
       "      <td>49.0</td>\n",
       "      <td>3382.0</td>\n",
       "      <td>787.0</td>\n",
       "      <td>1314.0</td>\n",
       "      <td>756.0</td>\n",
       "      <td>3.8125</td>\n",
       "      <td>382100.0</td>\n",
       "      <td>NEAR OCEAN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17445</th>\n",
       "      <td>-120.48</td>\n",
       "      <td>34.66</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1897.0</td>\n",
       "      <td>331.0</td>\n",
       "      <td>915.0</td>\n",
       "      <td>336.0</td>\n",
       "      <td>4.1563</td>\n",
       "      <td>172600.0</td>\n",
       "      <td>NEAR OCEAN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14265</th>\n",
       "      <td>-117.11</td>\n",
       "      <td>32.69</td>\n",
       "      <td>36.0</td>\n",
       "      <td>1421.0</td>\n",
       "      <td>367.0</td>\n",
       "      <td>1418.0</td>\n",
       "      <td>355.0</td>\n",
       "      <td>1.9425</td>\n",
       "      <td>93400.0</td>\n",
       "      <td>NEAR OCEAN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2271</th>\n",
       "      <td>-119.80</td>\n",
       "      <td>36.78</td>\n",
       "      <td>43.0</td>\n",
       "      <td>2382.0</td>\n",
       "      <td>431.0</td>\n",
       "      <td>874.0</td>\n",
       "      <td>380.0</td>\n",
       "      <td>3.5542</td>\n",
       "      <td>96500.0</td>\n",
       "      <td>INLAND</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       longitude  latitude  housing_median_age  total_rooms  total_bedrooms  \\\n",
       "14196    -117.03     32.71                33.0       3126.0           627.0   \n",
       "8267     -118.16     33.77                49.0       3382.0           787.0   \n",
       "17445    -120.48     34.66                 4.0       1897.0           331.0   \n",
       "14265    -117.11     32.69                36.0       1421.0           367.0   \n",
       "2271     -119.80     36.78                43.0       2382.0           431.0   \n",
       "\n",
       "       population  households  median_income  median_house_value  \\\n",
       "14196      2300.0       623.0         3.2596            103000.0   \n",
       "8267       1314.0       756.0         3.8125            382100.0   \n",
       "17445       915.0       336.0         4.1563            172600.0   \n",
       "14265      1418.0       355.0         1.9425             93400.0   \n",
       "2271        874.0       380.0         3.5542             96500.0   \n",
       "\n",
       "      ocean_proximity  \n",
       "14196      NEAR OCEAN  \n",
       "8267       NEAR OCEAN  \n",
       "17445      NEAR OCEAN  \n",
       "14265      NEAR OCEAN  \n",
       "2271           INLAND  "
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 数据集分成训练集和测试集\n",
    "from sklearn.model_selection import train_test_split\n",
    "train_set, test_set = train_test_split(df, test_size = 0.2, random_state = 42)\n",
    "train_set.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['longitude',\n",
       " 'latitude',\n",
       " 'housing_median_age',\n",
       " 'total_rooms',\n",
       " 'total_bedrooms',\n",
       " 'population',\n",
       " 'households',\n",
       " 'median_income',\n",
       " 'median_house_value',\n",
       " 'ocean_proximity']"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 数据集的特征\n",
    "df.columns.tolist()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x23b93d65088>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 其中看一下median_income的特征\n",
    "df['median_income'].hist()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "# 由上图可知，该特征可分成5等分，生成新特征\n",
    "df['income_cut'] = pd.cut(df['median_income'], bins=[0., 1.5, 3., 4.5, 6., np.inf], labels=[1, 2, 3, 4, 5])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x23b93be0948>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 新特征\n",
    "df['income_cut'].hist()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>全部数据</th>\n",
       "      <th>分层采样</th>\n",
       "      <th>随机采样</th>\n",
       "      <th>分层error</th>\n",
       "      <th>随机error</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.350581</td>\n",
       "      <td>0.350533</td>\n",
       "      <td>0.358527</td>\n",
       "      <td>-0.013820</td>\n",
       "      <td>2.266446</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.318847</td>\n",
       "      <td>0.318798</td>\n",
       "      <td>0.324370</td>\n",
       "      <td>-0.015195</td>\n",
       "      <td>1.732260</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.176308</td>\n",
       "      <td>0.176357</td>\n",
       "      <td>0.167393</td>\n",
       "      <td>0.027480</td>\n",
       "      <td>-5.056334</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>0.114438</td>\n",
       "      <td>0.114583</td>\n",
       "      <td>0.109496</td>\n",
       "      <td>0.127011</td>\n",
       "      <td>-4.318374</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.039826</td>\n",
       "      <td>0.039729</td>\n",
       "      <td>0.040213</td>\n",
       "      <td>-0.243309</td>\n",
       "      <td>0.973236</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       全部数据      分层采样      随机采样   分层error   随机error\n",
       "3  0.350581  0.350533  0.358527 -0.013820  2.266446\n",
       "2  0.318847  0.318798  0.324370 -0.015195  1.732260\n",
       "4  0.176308  0.176357  0.167393  0.027480 -5.056334\n",
       "5  0.114438  0.114583  0.109496  0.127011 -4.318374\n",
       "1  0.039826  0.039729  0.040213 -0.243309  0.973236"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 看一下分层采样与普通采样的区别\n",
    "from sklearn.model_selection import train_test_split, StratifiedShuffleSplit\n",
    "# 分层采样实例化\n",
    "sss = StratifiedShuffleSplit(n_splits=1, test_size=0.2, random_state=42)\n",
    "# 普通采样结果\n",
    "train_set, test_set = train_test_split(df, test_size=0.2, random_state=42)\n",
    "# 分层采样结果\n",
    "for train_index, test_index in sss.split(df, df['income_cut']):\n",
    "    strat_train_set = df.loc[train_index]\n",
    "    strat_test_set = df.loc[test_index]\n",
    "# 自定义百分比函数\n",
    "def feature_stratification_percentage(data_origin, feature):\n",
    "    if isinstance(data_origin, pd.DataFrame):\n",
    "        data = data_origin.copy()\n",
    "        percentage = data[feature].value_counts()/len(data)\n",
    "        return percentage\n",
    "    else:\n",
    "        raise TypeError('Abnormal format: data_origin')\n",
    "# 看一下对比图\n",
    "strat_percentage_table = pd.DataFrame(\n",
    "    {\n",
    "        '全部数据': feature_stratification_percentage(data_origin=df, feature='income_cut'),\n",
    "        '分层采样': feature_stratification_percentage(data_origin=strat_test_set, feature='income_cut'),\n",
    "        '随机采样': feature_stratification_percentage(data_origin=test_set, feature='income_cut'),\n",
    "    })\n",
    "strat_percentage_table['分层error'] = strat_percentage_table['分层采样']/strat_percentage_table['全部数据'] * 100 - 100\n",
    "strat_percentage_table['随机error'] = strat_percentage_table['随机采样'] / strat_percentage_table['全部数据'] * 100 - 100\n",
    "strat_percentage_table\n",
    "# 由下表可以看出，分层采样更容易使特征income_cut在训练集和测试集中分布均匀"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 地理数据可视化"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x23b939f7ac8>"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 横坐标经度 纵坐标纬度 密度越大，点越多\n",
    "df.plot(kind='scatter', x='longitude', y = 'latitude', alpha=0.1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 复杂地理图呈现\n",
    "import matplotlib.image as mpimg\n",
    "df.plot(kind='scatter', x='longitude', y='latitude', alpha=0.4,\n",
    "        s=df['population']/100, label='population', figsize=(10, 7),\n",
    "        c='median_house_value', cmap=plt.get_cmap('jet'), colorbar=False,\n",
    "        sharex=False)\n",
    "# 读取照片\n",
    "california_img = mpimg.imread('{}/california.png'.format(py_dir))\n",
    "# 将照片华在画布上\n",
    "plt.imshow(california_img, extent=[-124.55, -113.80, 32.45, 42.05], alpha=0.5,\n",
    "           cmap=plt.get_cmap(\"jet\"))\n",
    "# 纵坐标命名\n",
    "plt.ylabel(\"Latitude\", fontsize=14)\n",
    "# 横坐标命名\n",
    "plt.xlabel(\"Longitude\", fontsize=14)\n",
    "# colorbar的刻度范围\n",
    "tick_range = np.linspace(df['median_house_value'].min(), df['median_house_value'].max(), 11)\n",
    "# colorbar实例化\n",
    "clb = plt.colorbar()\n",
    "clb.ax.set_yticklabels(['$%dk' % (round(i/1000)) for i in tick_range], fontsize=14)\n",
    "clb.set_label('Median House Value', fontsize=16)\n",
    "plt.show()\n",
    "# 由下图可以看出，颜色偏红的区域房屋价格中数大，单点越大反应人口密度大"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 相关性分析"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "median_house_value    1.000000\n",
       "median_income         0.688075\n",
       "total_rooms           0.134153\n",
       "housing_median_age    0.105623\n",
       "households            0.065843\n",
       "total_bedrooms        0.049686\n",
       "population           -0.024650\n",
       "longitude            -0.045967\n",
       "latitude             -0.144160\n",
       "Name: median_house_value, dtype: float64"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 查看与标签特征的相关性\n",
    "feature_corr = df.corr()\n",
    "corr1 = feature_corr['median_house_value'].sort_values(ascending=False)\n",
    "corr1\n",
    "# 其中，最相关的是收入中数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 16 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 绘制相关性\n",
    "from pandas.plotting import scatter_matrix\n",
    "scatter_matrix(df[['median_house_value', 'median_income', 'total_rooms', 'housing_median_age']], figsize=(12, 8))\n",
    "plt.show()\n",
    "# 部分特征处于线性相关"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "median_house_value          1.000000\n",
       "median_income               0.688355\n",
       "rooms_per_household         0.151344\n",
       "total_rooms                 0.133294\n",
       "housing_median_age          0.106432\n",
       "households                  0.064894\n",
       "total_bedrooms              0.049686\n",
       "population_per_household   -0.023639\n",
       "population                 -0.025300\n",
       "longitude                  -0.045398\n",
       "latitude                   -0.144638\n",
       "bedrooms_per_room          -0.255880\n",
       "Name: median_house_value, dtype: float64"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 更多的特征组合\n",
    "df['rooms_per_household'] = df['total_rooms'] / df['households']\n",
    "df['bedrooms_per_room'] = df['total_bedrooms'] / df['total_rooms']\n",
    "df['population_per_household'] = df['population'] / df['households']\n",
    "# 自定义相关性函数\n",
    "def feature_corr_label(data_origin, label):\n",
    "    \"\"\"\n",
    "    标签和特征的相关性\n",
    "    :param data_origin: pd.DataFrame数据\n",
    "    :param label: 标签\n",
    "    :return: 相关性Series数据\n",
    "    \"\"\"\n",
    "    if isinstance(data_origin, pd.DataFrame):\n",
    "        data = data_origin.copy()\n",
    "        try:\n",
    "            if type(label) == type('str'):\n",
    "                data_number = data.select_dtypes(include='number')\n",
    "                data_number = data_number.dropna()\n",
    "                corr = data_number.corr()[label].dropna().sort_values(ascending=False)\n",
    "                return corr\n",
    "            else:\n",
    "                raise TypeError('Abnormal format: label')\n",
    "        except Exception as e:\n",
    "            raise TypeError('error reason is: {}'.format(e))\n",
    "    else:\n",
    "        raise TypeError('Abnormal format: data_origin')\n",
    "corr_table = feature_corr_label(data_origin=df, label='median_house_value')\n",
    "corr_table\n",
    "# 可以看出，新特征中rooms_per_household体现明显相关性"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 预处理数据总结\n",
    "   1. 通过数据信息描述，有些特征存在极端值，有些特征有缺失值，需要对数据进行预处理\n",
    "   2. 通过可视化数据发现，大部分数据分布重尾，可对数据进行预处理，包括取对数或者标准化\n",
    "   3. 总体上数据特征还是偏少，需要增加点数据特征，使得模型预测更准确"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 特征工程流水线"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>longitude</th>\n",
       "      <th>latitude</th>\n",
       "      <th>housing_median_age</th>\n",
       "      <th>total_rooms</th>\n",
       "      <th>total_bedrooms</th>\n",
       "      <th>population</th>\n",
       "      <th>households</th>\n",
       "      <th>median_income</th>\n",
       "      <th>ocean_proximity</th>\n",
       "      <th>income_cut</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>17606</th>\n",
       "      <td>-121.89</td>\n",
       "      <td>37.29</td>\n",
       "      <td>38.0</td>\n",
       "      <td>1568.0</td>\n",
       "      <td>351.0</td>\n",
       "      <td>710.0</td>\n",
       "      <td>339.0</td>\n",
       "      <td>2.7042</td>\n",
       "      <td>&lt;1H OCEAN</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18632</th>\n",
       "      <td>-121.93</td>\n",
       "      <td>37.05</td>\n",
       "      <td>14.0</td>\n",
       "      <td>679.0</td>\n",
       "      <td>108.0</td>\n",
       "      <td>306.0</td>\n",
       "      <td>113.0</td>\n",
       "      <td>6.4214</td>\n",
       "      <td>&lt;1H OCEAN</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14650</th>\n",
       "      <td>-117.20</td>\n",
       "      <td>32.77</td>\n",
       "      <td>31.0</td>\n",
       "      <td>1952.0</td>\n",
       "      <td>471.0</td>\n",
       "      <td>936.0</td>\n",
       "      <td>462.0</td>\n",
       "      <td>2.8621</td>\n",
       "      <td>NEAR OCEAN</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3230</th>\n",
       "      <td>-119.61</td>\n",
       "      <td>36.31</td>\n",
       "      <td>25.0</td>\n",
       "      <td>1847.0</td>\n",
       "      <td>371.0</td>\n",
       "      <td>1460.0</td>\n",
       "      <td>353.0</td>\n",
       "      <td>1.8839</td>\n",
       "      <td>INLAND</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3555</th>\n",
       "      <td>-118.59</td>\n",
       "      <td>34.23</td>\n",
       "      <td>17.0</td>\n",
       "      <td>6592.0</td>\n",
       "      <td>1525.0</td>\n",
       "      <td>4459.0</td>\n",
       "      <td>1463.0</td>\n",
       "      <td>3.0347</td>\n",
       "      <td>&lt;1H OCEAN</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       longitude  latitude  housing_median_age  total_rooms  total_bedrooms  \\\n",
       "17606    -121.89     37.29                38.0       1568.0           351.0   \n",
       "18632    -121.93     37.05                14.0        679.0           108.0   \n",
       "14650    -117.20     32.77                31.0       1952.0           471.0   \n",
       "3230     -119.61     36.31                25.0       1847.0           371.0   \n",
       "3555     -118.59     34.23                17.0       6592.0          1525.0   \n",
       "\n",
       "       population  households  median_income ocean_proximity income_cut  \n",
       "17606       710.0       339.0         2.7042       <1H OCEAN          2  \n",
       "18632       306.0       113.0         6.4214       <1H OCEAN          5  \n",
       "14650       936.0       462.0         2.8621      NEAR OCEAN          2  \n",
       "3230       1460.0       353.0         1.8839          INLAND          2  \n",
       "3555       4459.0      1463.0         3.0347       <1H OCEAN          3  "
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 提取训练集数据\n",
    "# 训练集标签\n",
    "train_l = strat_train_set['median_house_value'].values\n",
    "# 训练集特征\n",
    "train_f = strat_train_set.drop('median_house_value', axis=1)\n",
    "train_f.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['longitude',\n",
       " 'latitude',\n",
       " 'housing_median_age',\n",
       " 'total_rooms',\n",
       " 'total_bedrooms',\n",
       " 'population',\n",
       " 'households',\n",
       " 'median_income']"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 生成特征为数值特征，所以先分数值型和非数值型特征\n",
    "num_feature_columns = train_f.select_dtypes(include='number').columns.tolist()\n",
    "str_feature_columns = train_f.select_dtypes(include='object').columns.tolist()\n",
    "num_feature_columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['ocean_proximity']"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "str_feature_columns"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 自定义类"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.impute import SimpleImputer\n",
    "from sklearn.preprocessing import StandardScaler, LabelBinarizer\n",
    "from sklearn.base import BaseEstimator, TransformerMixin\n",
    "# 自定义生成新特征类\n",
    "class HouseFeatureAdder(BaseEstimator, TransformerMixin):\n",
    "    def __init__(self, columns_list, add_bedrooms_per_room=True):\n",
    "        self.add_bedrooms_per_room = add_bedrooms_per_room\n",
    "        self.columns_list = columns_list\n",
    "        self.rooms_ix, self.bedrooms_ix, self.population_ix, self.household_ix = [\n",
    "            list(self.columns_list).index(col) for col in (\n",
    "                \"total_rooms\", \"total_bedrooms\", \"population\", \"households\"\n",
    "            )\n",
    "        ]\n",
    "\n",
    "    def fit(self, x, y=None):\n",
    "        return self\n",
    "\n",
    "    def transform(self, x, y=None):\n",
    "        rooms_per_household = x[:, self.rooms_ix] / x[:, self.household_ix]\n",
    "        population_per_household = x[:, self.population_ix] / x[:, self.household_ix]\n",
    "        if self.add_bedrooms_per_room:\n",
    "            bedrooms_per_room = x[:, self.bedrooms_ix] / x[:, self.rooms_ix]\n",
    "            return np.c_[x, rooms_per_household, population_per_household, bedrooms_per_room]\n",
    "        else:\n",
    "            return np.c_[x, rooms_per_household, population_per_household]\n",
    "\n",
    "# 自定义pandas转numpy类\n",
    "class DataFrameToNumpy(BaseEstimator, TransformerMixin):\n",
    "    def __init__(self, feature_names):\n",
    "        self.feature_names = feature_names\n",
    "\n",
    "    def fit(self, x, y=None):\n",
    "        return self\n",
    "\n",
    "    def transform(self, x, y=None):\n",
    "        return x[self.feature_names].values\n",
    "\n",
    "# 自定义独热编码类\n",
    "class MyLabelBinarizer(TransformerMixin):\n",
    "    def __init__(self, *args, **kwargs):\n",
    "        self.mlb = LabelBinarizer(*args, **kwargs)\n",
    "\n",
    "    def fit(self, x, y=None):\n",
    "        self.mlb.fit(x)\n",
    "        return self\n",
    "\n",
    "    def transform(self, x, y=None):\n",
    "        return np.array(self.mlb.transform(x), dtype=float)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### pipeline特征工程流水线"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>0</th>\n",
       "      <th>1</th>\n",
       "      <th>2</th>\n",
       "      <th>3</th>\n",
       "      <th>4</th>\n",
       "      <th>5</th>\n",
       "      <th>6</th>\n",
       "      <th>7</th>\n",
       "      <th>8</th>\n",
       "      <th>9</th>\n",
       "      <th>10</th>\n",
       "      <th>11</th>\n",
       "      <th>12</th>\n",
       "      <th>13</th>\n",
       "      <th>14</th>\n",
       "      <th>15</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>-1.156043</td>\n",
       "      <td>0.771950</td>\n",
       "      <td>0.743331</td>\n",
       "      <td>-0.493234</td>\n",
       "      <td>-0.445438</td>\n",
       "      <td>-0.636211</td>\n",
       "      <td>-0.420698</td>\n",
       "      <td>-0.614937</td>\n",
       "      <td>-0.312055</td>\n",
       "      <td>-0.086499</td>\n",
       "      <td>0.155318</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>-1.176025</td>\n",
       "      <td>0.659695</td>\n",
       "      <td>-1.165317</td>\n",
       "      <td>-0.908967</td>\n",
       "      <td>-1.036928</td>\n",
       "      <td>-0.998331</td>\n",
       "      <td>-1.022227</td>\n",
       "      <td>1.336459</td>\n",
       "      <td>0.217683</td>\n",
       "      <td>-0.033534</td>\n",
       "      <td>-0.836289</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1.186849</td>\n",
       "      <td>-1.342183</td>\n",
       "      <td>0.186642</td>\n",
       "      <td>-0.313660</td>\n",
       "      <td>-0.153345</td>\n",
       "      <td>-0.433639</td>\n",
       "      <td>-0.093318</td>\n",
       "      <td>-0.532046</td>\n",
       "      <td>-0.465315</td>\n",
       "      <td>-0.092405</td>\n",
       "      <td>0.422200</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>-0.017068</td>\n",
       "      <td>0.313576</td>\n",
       "      <td>-0.290520</td>\n",
       "      <td>-0.362762</td>\n",
       "      <td>-0.396756</td>\n",
       "      <td>0.036041</td>\n",
       "      <td>-0.383436</td>\n",
       "      <td>-1.045566</td>\n",
       "      <td>-0.079661</td>\n",
       "      <td>0.089736</td>\n",
       "      <td>-0.196453</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.492474</td>\n",
       "      <td>-0.659299</td>\n",
       "      <td>-0.926736</td>\n",
       "      <td>1.856193</td>\n",
       "      <td>2.412211</td>\n",
       "      <td>2.724154</td>\n",
       "      <td>2.570975</td>\n",
       "      <td>-0.441437</td>\n",
       "      <td>-0.357834</td>\n",
       "      <td>-0.004194</td>\n",
       "      <td>0.269928</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          0         1         2         3         4         5         6  \\\n",
       "0 -1.156043  0.771950  0.743331 -0.493234 -0.445438 -0.636211 -0.420698   \n",
       "1 -1.176025  0.659695 -1.165317 -0.908967 -1.036928 -0.998331 -1.022227   \n",
       "2  1.186849 -1.342183  0.186642 -0.313660 -0.153345 -0.433639 -0.093318   \n",
       "3 -0.017068  0.313576 -0.290520 -0.362762 -0.396756  0.036041 -0.383436   \n",
       "4  0.492474 -0.659299 -0.926736  1.856193  2.412211  2.724154  2.570975   \n",
       "\n",
       "          7         8         9        10   11   12   13   14   15  \n",
       "0 -0.614937 -0.312055 -0.086499  0.155318  1.0  0.0  0.0  0.0  0.0  \n",
       "1  1.336459  0.217683 -0.033534 -0.836289  1.0  0.0  0.0  0.0  0.0  \n",
       "2 -0.532046 -0.465315 -0.092405  0.422200  0.0  0.0  0.0  0.0  1.0  \n",
       "3 -1.045566 -0.079661  0.089736 -0.196453  0.0  1.0  0.0  0.0  0.0  \n",
       "4 -0.441437 -0.357834 -0.004194  0.269928  1.0  0.0  0.0  0.0  0.0  "
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.pipeline import Pipeline, FeatureUnion\n",
    "# 数值型特征pipeline\n",
    "num_pipe = Pipeline([\n",
    "    ('to_numpy', DataFrameToNumpy(num_feature_columns)),\n",
    "    ('imputer', SimpleImputer(strategy='median')),\n",
    "    ('feature_adder', HouseFeatureAdder(num_feature_columns)),\n",
    "    ('std_scaler', StandardScaler())\n",
    "])\n",
    "# 非数值型特征pipeline\n",
    "str_pipe = Pipeline([\n",
    "    ('to_numpy', DataFrameToNumpy(str_feature_columns)),\n",
    "    ('labelbinarizer', MyLabelBinarizer())\n",
    "])\n",
    "# 整合pipeline\n",
    "feature_engineer_pipe = FeatureUnion(transformer_list=[\n",
    "    ('num_pipe', num_pipe),\n",
    "    ('str_pipe', str_pipe)\n",
    "])\n",
    "train_f_np_finished = feature_engineer_pipe.fit_transform(train_f)\n",
    "housing_prepared = pd.DataFrame(train_f_np_finished)\n",
    "housing_prepared.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 网格模型调优"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'max_features': 8, 'n_estimators': 30}"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.model_selection import cross_val_score, GridSearchCV, RandomizedSearchCV\n",
    "from sklearn.ensemble import RandomForestRegressor\n",
    "param_grid = [\n",
    "    {'n_estimators': [3, 10, 30], 'max_features': [2, 4, 6, 8]},\n",
    "    {'bootstrap': [False], 'n_estimators': [3, 10], 'max_features': [2, 3, 4]}\n",
    "]\n",
    "forest_reg = RandomForestRegressor(random_state=42)\n",
    "grid_search = GridSearchCV(estimator=forest_reg, param_grid=param_grid,\n",
    "                           scoring='neg_mean_squared_error', return_train_score=True)\n",
    "grid_search.fit(train_f_np_finished, train_l)\n",
    "# 得到最优参数\n",
    "best_params = grid_search.best_params_\n",
    "best_params"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 分析最佳模型"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[(0.36615898061813423, 'median_income'),\n",
       " (0.16478099356159054, 'INLAND'),\n",
       " (0.10879295677551575, 'population_per_household'),\n",
       " (0.07334423551601243, 'longitude'),\n",
       " (0.06290907048262032, 'latitude'),\n",
       " (0.056419179181954014, 'rooms_per_household'),\n",
       " (0.053351077347675815, 'bedrooms_per_room'),\n",
       " (0.04114379847872964, 'housing_median_age'),\n",
       " (0.014874280890402769, 'population'),\n",
       " (0.014672685420543239, 'total_rooms'),\n",
       " (0.014257599323407808, 'households'),\n",
       " (0.014106483453584104, 'total_bedrooms'),\n",
       " (0.010311488326303788, '<1H OCEAN'),\n",
       " (0.0028564746373201584, 'NEAR OCEAN'),\n",
       " (0.0019604155994780706, 'NEAR BAY'),\n",
       " (6.0280386727366e-05, 'ISLAND')]"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.preprocessing import LabelEncoder\n",
    "# 得到各个特征重要性\n",
    "feature_importance = grid_search.best_estimator_.feature_importances_\n",
    "# 特征重要性名称排名\n",
    "lbe = LabelEncoder()\n",
    "lbe.fit(train_f['ocean_proximity'])\n",
    "str_names = list(lbe.classes_)\n",
    "extra_names = ['rooms_per_household', 'population_per_household', 'bedrooms_per_room']\n",
    "feature_names = num_feature_columns + extra_names + str_names\n",
    "feature_importance_sort = sorted(zip(feature_importance, feature_names), reverse=True)\n",
    "feature_importance_sort\n",
    "# 可以看出，特征贡献最大的是median_income，影响最大"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 通过测试集评估模型"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "47730.22690385927"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.metrics import mean_squared_error\n",
    "# 得到最优模型\n",
    "final_model = grid_search.best_estimator_\n",
    "# 测试集数据提取\n",
    "test_f = strat_test_set.drop('median_house_value', axis = 1)\n",
    "test_l = strat_test_set['median_house_value'].copy()\n",
    "# 测试集特征工程流水线\n",
    "test_f_np_finished = feature_engineer_pipe.transform(test_f)\n",
    "# 得到预测结果\n",
    "final_predictions = final_model.predict(test_f_np_finished)\n",
    "# 比较均方误差\n",
    "final_mse = mean_squared_error(test_l, final_predictions)\n",
    "# 开平方\n",
    "final_rmse = np.sqrt(final_mse)\n",
    "final_rmse"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 作业二"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['median_income', 'INLAND', 'population_per_household', 'longitude',\n",
       "       'latitude'], dtype='<U32')"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 提取前五特证名\n",
    "k = 5\n",
    "top_f_name = np.array(feature_importance_sort[:k])[:, 1]\n",
    "top_f_name"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 自定义特征选择类\n",
    "class TopFeatureSelector(BaseEstimator, TransformerMixin):\n",
    "    def __init__(self, f_i, k):\n",
    "        self.f_i = f_i\n",
    "        self.k = k\n",
    "        self.feature_indices_ = 0\n",
    "\n",
    "    def fit(self, x, y=None):\n",
    "        self.feature_indices_ = np.array(\n",
    "            sorted(zip(np.array(self.f_i), np.array(range(len(self.f_i)))), reverse=True)[:self.k], dtype=int)[:, 1]\n",
    "        return self\n",
    "\n",
    "    def transform(self, x, y=None):\n",
    "        return x[:, self.feature_indices_]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 特征选择流水线"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>median_income</th>\n",
       "      <th>INLAND</th>\n",
       "      <th>population_per_household</th>\n",
       "      <th>longitude</th>\n",
       "      <th>latitude</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>17606</th>\n",
       "      <td>-0.614937</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-0.086499</td>\n",
       "      <td>-1.156043</td>\n",
       "      <td>0.771950</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18632</th>\n",
       "      <td>1.336459</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-0.033534</td>\n",
       "      <td>-1.176025</td>\n",
       "      <td>0.659695</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14650</th>\n",
       "      <td>-0.532046</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-0.092405</td>\n",
       "      <td>1.186849</td>\n",
       "      <td>-1.342183</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3230</th>\n",
       "      <td>-1.045566</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.089736</td>\n",
       "      <td>-0.017068</td>\n",
       "      <td>0.313576</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3555</th>\n",
       "      <td>-0.441437</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-0.004194</td>\n",
       "      <td>0.492474</td>\n",
       "      <td>-0.659299</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       median_income  INLAND  population_per_household  longitude  latitude\n",
       "17606      -0.614937     0.0                 -0.086499  -1.156043  0.771950\n",
       "18632       1.336459     0.0                 -0.033534  -1.176025  0.659695\n",
       "14650      -0.532046     0.0                 -0.092405   1.186849 -1.342183\n",
       "3230       -1.045566     1.0                  0.089736  -0.017068  0.313576\n",
       "3555       -0.441437     0.0                 -0.004194   0.492474 -0.659299"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 特征选择pipeline\n",
    "feature_select_pipe = Pipeline([\n",
    "    ('feature_engineer_pipe', feature_engineer_pipe),\n",
    "    ('feature_select', TopFeatureSelector(feature_importance, k))\n",
    "])\n",
    "# 特征选择结果\n",
    "train_f_select_np = feature_select_pipe.fit_transform(train_f)\n",
    "train_f_select = pd.DataFrame(train_f_select_np, columns=top_f_name, index=train_f.index)\n",
    "train_f_select.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 作业三"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([277026.66666667, 333836.66666667, 210290.        ,  48350.        ])"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 机器学习流水线\n",
    "pre_pipe = Pipeline([\n",
    "    ('feature_engineer_pipe', feature_engineer_pipe),\n",
    "    ('forest_reg', RandomForestRegressor(random_state=42, **best_params))\n",
    "])\n",
    "pre_pipe.fit(train_f, train_l)\n",
    "some_data = train_f.iloc[:4]\n",
    "a = pre_pipe.predict(some_data)\n",
    "a"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 作业四"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Fitting 5 folds for each of 2 candidates, totalling 10 fits\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[Parallel(n_jobs=4)]: Using backend LokyBackend with 4 concurrent workers.\n",
      "[Parallel(n_jobs=4)]: Done  10 out of  10 | elapsed:    4.8s finished\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "{'feature_engineer_pipe__num_pipe__feature_adder__add_bedrooms_per_room': False}"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 选参流水线\n",
    "pre_pipe = Pipeline([\n",
    "    ('feature_engineer_pipe', feature_engineer_pipe),\n",
    "    ('forest_reg', RandomForestRegressor(random_state=42, n_estimators=30, max_features=6))\n",
    "])\n",
    "# 自定义参数\n",
    "params_grid = [\n",
    "    {'feature_engineer_pipe__num_pipe__feature_adder__add_bedrooms_per_room': [True, False]}\n",
    "]\n",
    "# 网格调优\n",
    "grid_search_prep = GridSearchCV(pre_pipe, param_grid=params_grid, cv=5,\n",
    "                                scoring='neg_mean_squared_error', verbose=2, n_jobs=4)\n",
    "grid_search_prep.fit(train_f, train_l)\n",
    "# 调优结果\n",
    "best_params1 = grid_search_prep.best_params_\n",
    "best_params1\n",
    "# 最优模型选择不要这个特征"
   ]
  }
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